Fairness Metrics papers, 2023–2026

Key findings

• Fairness Metrics went from 78 papers in 2023 to 78 in 2026, roughly 1.0x in three years.
• NeurIPS publishes the most Fairness Metrics work: 137 papers from 2023 to 2026, 37% of the four-venue total.
• The fastest-growing overlap is with Alignment and Safety: papers tagged with both rose from 3 in 2023 to 18 in 2026.
• Among the 5 topics under Causal and Fairness, it ranks #3 by 2026 paper count; the fastest grower in the group, Causal Discovery, is up 2.4x versus 1.0x here.

Representative papers

Spread across years and venues so every edition shows up

• NeurIPS 2026Adversarial Group Fairness in Contextual Bandits: When Robust is Not Fair
• ICML 2026Capacitated Fair-Range Clustering: Hardness and Approximation Algorithms
• ICLR 2026Fairness-Aware Multi-view Evidential Learning with Adaptive Prior
• CVPR 2026EMMA Concept Erasure Benchmark with Comprehensive Semantic Metrics and Diverse
• NeurIPS 2025Analyzing Similarity Metrics for Data Selection for Language Model Pretraining
• ICML 2025Kernel Quantile Embeddings and Associated Probability Metrics
• ICLR 2025Expected Sliced Transport Plans
• CVPR 2025Flexible Group Count Enables Hassle-Free Structured Pruning
• NeurIPS 2024ABCFair: an Adaptable Benchmark approach for Comparing Fairness Methods
• ICML 2024Centralized Selection with Preferences in the Presence of Biases
• ICLR 2024Causal Fairness under Unobserved Confounding: A Neural Sensitivity Framework
• CVPR 2024GARField: Group Anything with Radiance Fields
• NeurIPS 2023[Re] Fairness Guarantees under Demographic Shift
• ICML 2023A Toy Model of Universality: Reverse Engineering how Networks Learn Group Operations
• ICLR 2023Confidential-PROFITT: Confidential PROof of FaIr Training of Trees
• CVPR 2023Improving Fairness in Facial Albedo Estimation via Visual-Textual Cues
• NeurIPS 2026Auditing Cross-Lingual Fairness in Language Model Watermarking
• ICML 2026Fine-to-Coarse Fairness-Informed Multi-View Clustering
• ICLR 2026Fast and Stable Riemannian Metrics on SPD Manifolds via Cholesky Product Geometry
• CVPR 2026Decoupling Bias Aligning Distributions Synergistic Fairness Optimization for Deepfake Detection

All Fairness Metrics papers

27 papers, page 1 of 1

1. CVPR 2026Decoupling Bias Aligning Distributions Synergistic Fairness Optimization for Deepfake Detection
2. CVPR 2026EMMA Concept Erasure Benchmark with Comprehensive Semantic Metrics and Diverse
3. CVPR 2026FairLLaVA Fairness-Aware Parameter-Efficient Fine-Tuning for Large Vision-Language Assistants
4. CVPR 2026FedRAC Rolling Submodel Allocation for Collaborative Fairness in Federated Learning
5. CVPR 2026From Failure to Feedback Group Revision Unlocks Hard Cases in
6. CVPR 2026Group Editing Edit Multiple Images in One Go
7. CVPR 2026Hyperbolic Relational Prompts for Intersectional Fairness in Medical VLMs
8. CVPR 2026Interpretable Debiasing of Vision-Language Models for Social Fairness
9. CVPR 2025AI-Face: A Million-Scale Demographically Annotated AI-Generated Face Dataset and Fairness Benchmark
10. CVPR 2025AIM-Fair: Advancing Algorithmic Fairness via Selectively Fine-Tuning Biased Models with Contextual Synthetic Data
11. CVPR 2025Data-Free Group-Wise Fully Quantized Winograd Convolution via Learnable Scales
12. CVPR 2025FALCON: Fairness Learning via Contrastive Attention Approach to Continual Semantic Scene Understanding
13. CVPR 2025Flexible Group Count Enables Hassle-Free Structured Pruning
14. CVPR 2025ID-Patch: Robust ID Association for Group Photo Personalization
15. CVPR 2025Revisiting Fairness in Multitask Learning: A Performance-Driven Approach for Variance Reduction
16. CVPR 2024Classes Are Not Equal: An Empirical Study on Image Recognition Fairness
17. CVPR 2024FairCLIP: Harnessing Fairness in Vision-Language Learning
18. CVPR 2024FairDeDup: Detecting and Mitigating Vision-Language Fairness Disparities in Semantic Dataset Deduplication
19. CVPR 2024GARField: Group Anything with Radiance Fields
20. CVPR 2024Identifying Important Group of Pixels using Interactions
21. CVPR 2024Learning Group Activity Features Through Person Attribute Prediction
22. CVPR 2024Neural Lineage
23. CVPR 2024Preserving Fairness Generalization in Deepfake Detection
24. CVPR 2024Towards Fairness-Aware Adversarial Learning
25. CVPR 2024Utility-Fairness Trade-Offs and How to Find Them
26. CVPR 2023Improving Fairness in Facial Albedo Estimation via Visual-Textual Cues
27. CVPR 2023Music-Driven Group Choreography

FAQ

How many Fairness Metrics papers were published at NeurIPS, ICLR, ICML and CVPR from 2023 to 2026?

368 in total: 78 in 2023, 118 in 2024, 94 in 2025, 78 in 2026.

How many Fairness Metrics papers are at NeurIPS 2026?

NeurIPS 2026 has 26 Fairness Metrics papers, versus 33 the year before.

How many Fairness Metrics papers are at ICLR 2026?

ICLR 2026 has 27 Fairness Metrics papers, versus 30 the year before.

How many Fairness Metrics papers are at ICML 2026?

ICML 2026 has 17 Fairness Metrics papers, versus 24 the year before.

How many Fairness Metrics papers are at CVPR 2026?

CVPR 2026 has 8 Fairness Metrics papers, versus 7 the year before.

Which conference publishes the most Fairness Metrics papers?

NeurIPS, with 137 papers from 2023 to 2026.